1 of 55

BVCOE, New Delhi

STATISTICS, STATISTICAL MODELLING AND DATA ANALYTICS Unit-2

Semester-VI DA304T

2 of 55

Contents

BVCOE, New Delhi

1

  • Statistical Modelling: Linear Models.
  • Regression Analysis, Analysis Of Variance, Applications In Various Fields.
  • Gauss Markov Theorem.
  • Geometry Of Least Squares.
  • Linear Algebra, Subspace Formulation Of Linear Models.
  • Orthogonal Projections, Regression Models.
  • Factorial Experiments, Analysis Of Covariance And Model Formulae.
  • Regression Diagnostics, Residuals.
  • Influence Diagnostics, Transformations.
  • Box‐cox Models.
  • Model Selection And Model Building Strategies.
  • Logistic Regression Models, Poisson Regression Models.

2

3

4

5

6

7

8

9

12

3

3 of 55

Department of Applied Sciences, BVCOE, New Delhi

BVCOE, New Delhi

4 of 55

,BVCOE, New Delhi

5 of 55

Department of Applied Sciences, BVCOE, New Delhi

6 of 55

Linear Algebra

7 of 55

Linear Algebra

8 of 55

Linear Algebra

9 of 55

Linear Algebra

10 of 55

Linear Algebra

11 of 55

Linear Algebra

12 of 55

Linear Algebra

13 of 55

Linear Algebra

14 of 55

Linear Algebra

15 of 55

Linear Algebra

16 of 55

Linear Algebra

17 of 55

Linear Algebra

18 of 55

Linear Algebra

19 of 55

Linear Algebra

20 of 55

Linear Algebra

21 of 55

Linear Algebra

22 of 55

Linear Algebra

23 of 55

Linear Algebra

24 of 55

Linear Algebra

25 of 55

Linear Algebra

26 of 55

Linear Algebra

27 of 55

Linear Algebra

28 of 55

Linear Algebra

29 of 55

Linear Algebra

30 of 55

Multiple Linear Regression

31 of 55

32 of 55

33 of 55

34 of 55

35 of 55

36 of 55

37 of 55

38 of 55

39 of 55

40 of 55

41 of 55

42 of 55

43 of 55

44 of 55

45 of 55

46 of 55

47 of 55

48 of 55

49 of 55

50 of 55

51 of 55

52 of 55

53 of 55

54 of 55

55 of 55

References

Department of Applied Sciences, BVCOE, New Delhi